Deep Learning Reference Stack

The Deep Learning Reference Stack, is an integrated, highly-performant open source stack optimized for Intel® Xeon® Scalable platforms. This open source community release is part of an effort to ensure AI developers have easy access to all features and functionality of Intel platforms.

Highly-tuned and built for cloud native environments, the release enables developers to quickly prototype by reducing complexity associated with integrating multiple software components, while still giving users the flexibility to customize their solutions.

The stack includes highly tuned software components across the operating system (Clear Linux OS), deep learning framework (TensorFlow*, PyTorch*), deep learning libraries (Intel® Math Kernel Library for Deep Neural Networks (MKL-DNN)) and other software components.

Deep Learning Reference Stack repositories on Docker Hub:

TensorFlow with Intel® OpenVINO, AVX 512 and Intel ® DL Boost

Deep Learning Reference Stack with AVX 512 and Intel DL Boost optimized TensorFlow for second-generation Intel Xeon Scalable Platforms

Download

Install using this command line

docker pull clearlinux/stacks-dlrs-mkl:v0.4.0

TensorFlow with Optimized Eigen and AVX512

Deep Learning Reference Stack with AVX 512 optimized TensorFlow for Intel Xeon Scalable Platforms

Download

Install using this command line

docker pull clearlinux/stacks-dlrs-oss:v0.4.0

PyTorch with OpenBLAS and AVX512

Deep Learning Reference Stack with AVX 512 optimized PyTorch for Intel Xeon Scalable Platforms 

Download

Install using this command line

docker pull clearlinux/stacks-pytorch-oss:v0.4.0

PyTorch with Intel ® MKL-DNN and AVX512

Deep Learning Reference Stack with AVX 512 optimized PyTorch and MKL_DNN for Intel Xeon Scalable Platforms

Download

Install using this command line

docker pull clearlinux/stacks-pytorch-mkl:v0.4.0

TensorFlow with Intel MKL-DNN and AVX512

Deep Learning Reference Stack with AVX 512 optimized TensorFlow and MKL_DNN for Intel Xeon Scalable Platforms

Download

Install using this command line

docker pull clearlinux/stacks-dlrs-mkl:v0.2.0

TensorFlow with Intel MKL-DNN and AVX512 Intel DL Boost

Deep Learning Reference Stack with Intel ® DL Boost optimized TensorFlow and MKL_DNN for second-generation Intel Xeon Scalable Platforms

Download

Install using this command line

docker pull clearlinux/stacks-dlrs-mkl:v0.3.1

Off

Deep Learning Reference Stack repository on Clear Linux* Project:

Multi dlrs

Multi dlrs

Single dlrs

Single dlrs